{"id":"W3132572052","doi":"10.46889/joar.2021.2104","title":"Temporal Artery Biopsy Roulette: Playing to Win","year":2021,"lang":"en","type":"article","venue":"Journal of Ophthalmology and Advance Research","topic":"Vasculitis and related conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Lakehead University","funders":"","keywords":"Roulette; Computer science; Medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002640933,0.001110608,0.0005130676,0.00205222,0.001072967,0.0007540007,0.0006836496,0.002209788,0.01301122],"category_scores_gemma":[0.000908943,0.0003086751,0.0006282596,0.0005648935,0.000618681,0.001246405,0.0005476708,0.001873928,0.004088813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007993508,"about_ca_system_score_gemma":0.0006455401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006441828,"about_ca_topic_score_gemma":0.005334877,"domain_scores_codex":[0.9997334,0.00002187335,0.00001635872,0.00007112207,0.00007692858,0.00008045548],"domain_scores_gemma":[0.9996623,0.00006660607,0.00002359174,0.00005656942,0.00009081521,0.0001001559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0002907854,0.000142965,0.005483105,0.0001055487,0.00004032613,0.9573424,0.0002536086,0.0001661307,0.01665829,0.0007655547,0.004804175,0.01394705],"study_design_scores_gemma":[0.00008214531,0.0002991313,0.01539772,0.0001589699,0.00007750019,0.9477773,0.0005970881,0.001638952,0.008302207,0.002001551,0.02363487,0.00003249593],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6701967,0.01363279,0.01661602,0.02186136,0.003631851,0.001327013,0.003188096,0.002127269,0.267419],"genre_scores_gemma":[0.9492993,0.003105683,0.004137595,0.009500963,0.0007409493,0.00009078815,0.0007955657,0.0001229104,0.0322062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01301122,"threshold_uncertainty_score":0.04352683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06198629844288167,"score_gpt":0.4120729408327253,"score_spread":0.3500866423898436,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}